Phishing emails are more dynamic and cause high risk of significant data, brand and financial loss to average computer user and organizations. To address this problem, we propose a hybrid feature selection approach based on combination of content-based and behavior-based. Our proposed hybrid features selections are able to achieve 93% accuracy rate as compared to other approaches. In addition, we successfully tested the quality of our proposed behavior-based feature using the Information Gain, Gain Ratio and Symmetrical Uncertainty.
History
Event
International Conference on Trust, Security and Privacy in Computing and Communications (10th : 2011 : Changsha, China)
Pagination
916 - 921
Publisher
IEEE
Location
Changsha, China
Place of publication
Piscataway, N. J.
Start date
2011-11-16
End date
2011-11-18
ISBN-13
9781457721359
ISBN-10
145772135X
Language
eng
Publication classification
E1 Full written paper - refereed
Copyright notice
2011, IEEE
Title of proceedings
TRUSTCOM 2011 : International Conference on Trust, Security and Privacy in Computing and Communications